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||
<div id="article-page-header">
|
||
<div id="article-top-actions-bar" class="article-top-actions-bar">
|
||
<div class="inner-wrap">
|
||
<div class="actions-container">
|
||
<div class="return-to-search">
|
||
|
||
|
||
</div>
|
||
|
||
<div class="multiple-results-actions " role="region" aria-label="save, email, send to">
|
||
<button id="save-results-panel-trigger"
|
||
type="button"
|
||
class="save-results save-results-panel-trigger"
|
||
aria-expanded="false"
|
||
aria-controls="save-action-panel"
|
||
data-ga-category="save_share"
|
||
data-ga-action="save"
|
||
data-ga-label="open">
|
||
Save
|
||
</button><button id="email-results-panel-trigger"
|
||
type="button"
|
||
class="email-results email-results-panel-trigger"
|
||
aria-expanded="false"
|
||
aria-controls="email-action-panel"
|
||
data-ga-category="save_share"
|
||
data-ga-action="email"
|
||
data-ga-label="open">
|
||
Email
|
||
</button><div class="more-actions dropdown-block"><button id="more-actions-trigger"
|
||
type="button"
|
||
class="trigger more-actions-trigger"
|
||
ref="linksrc=show_moreactions_btn"
|
||
aria-label="Send to"
|
||
aria-controls="more-actions-dropdown">Send to</button><div id="more-actions-dropdown" class="dropdown dropdown-container" hidden><div class="content"><ul class="more-actions-links"><li><a class="clipboard-panel-trigger dropdown-block-link "
|
||
href="#"
|
||
role="button"
|
||
data-ga-category="save_share"
|
||
data-ga-action="clipboard"
|
||
data-ga-label="send">
|
||
Clipboard
|
||
</a></li><li><a role="button" class="dropdown-block-link bibliography-trigger-target" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F37591920%2F%23open-bibliography-panel">My Bibliography</a></li><li><a role="button" class="dropdown-block-link collections-trigger-target" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F37591920%2F%23open-collections-panel">Collections</a></li><li><a role="button" class="citation-manager-panel-trigger dropdown-block-link citation-manager-trigger-target" href="#">Citation manager</a></li></ul></div></div></div>
|
||
</div>
|
||
|
||
|
||
|
||
<div class="display-options" data-format-key="format"
|
||
data-default-format-value="abstract"
|
||
data-current-format-value="abstract" role="region">
|
||
<button
|
||
class="trigger usa-button"
|
||
title="Change format"
|
||
data-ga-category="display_options"
|
||
data-ga-action="display_options_dialog">
|
||
<span class="button-label">Display options</span>
|
||
</button>
|
||
|
||
<div class="dropdown" hidden>
|
||
<div class="title">
|
||
Display options
|
||
</div>
|
||
|
||
<div class="content">
|
||
|
||
<div class="format-container">
|
||
<span class="option-label">
|
||
Format
|
||
</span>
|
||
<select name="format" data-initial-value="abstract" aria-label="Display format" id="article-display-format">
|
||
<option value="abstract">Abstract</option>
|
||
|
||
<option value="pubmed">PubMed</option>
|
||
|
||
<option value="pmid">PMID</option>
|
||
|
||
</select>
|
||
</div>
|
||
|
||
</div>
|
||
</div>
|
||
</div>
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="ZcO5emPZS03mrkMw7l81q82QB7BKMljRgZyaRcilsBQQlLSmKEL3Ugyu9bjWFWRb">
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
||
<div id="article-panels-container" class="article-panels-container">
|
||
<div id="save-action-panel" class="save-action-panel action-panel" aria-hidden="true">
|
||
<div class="inner-wrap">
|
||
<h2 class="action-panel-heading">
|
||
Save citation to file
|
||
</h2>
|
||
<form id="save-action-panel-form"
|
||
class="action-panel-content action-form"
|
||
action="/results-export-ids/"
|
||
data-by-search-action="/results-export-search-data/"
|
||
data-by-ids-action="/results-export-ids/"
|
||
method="post"
|
||
data-by-search-method="post"
|
||
data-by-ids-method="post">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="ZcO5emPZS03mrkMw7l81q82QB7BKMljRgZyaRcilsBQQlLSmKEL3Ugyu9bjWFWRb">
|
||
|
||
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="save-action-format" class="action-panel-label">
|
||
Format:
|
||
</label>
|
||
<select id="save-action-format" name="results-format" class="action-panel-selector">
|
||
<option value="summary-text">Summary (text)</option>
|
||
<option value="pubmed-text">PubMed</option>
|
||
<option value="pmid">PMID</option>
|
||
<option value="abstract">Abstract (text)</option>
|
||
<option value="csv">CSV</option>
|
||
</select>
|
||
</div>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Saving..."
|
||
data-ga-category="save_share"
|
||
data-ga-action="save"
|
||
data-ga-label="save">
|
||
Create file
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Save citations to file' panel"
|
||
ref="linksrc=close_save_panel"
|
||
aria-controls="save-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="save"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
<div id="email-action-panel"
|
||
class="email-action-panel action-panel"
|
||
aria-hidden="true"
|
||
data-recaptcha-script-url="https://www.recaptcha.net/recaptcha/enterprise.js?render=explicit&onload=onloadCaptchaCallback"
|
||
data-recaptcha-enabled="true">
|
||
<div class="inner-wrap">
|
||
<h2 class="action-panel-heading">
|
||
Email citation
|
||
</h2>
|
||
<form id="email-action-panel-form"
|
||
class="action-panel-content action-form"
|
||
action="/send-email/"
|
||
data-by-search-action="/results-export-email-by-search-data/"
|
||
data-by-ids-action="/send-email/"
|
||
data-by-search-method="post"
|
||
data-by-ids-method="post"
|
||
method="post"
|
||
>
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="ZcO5emPZS03mrkMw7l81q82QB7BKMljRgZyaRcilsBQQlLSmKEL3Ugyu9bjWFWRb">
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<span class="action-panel-label">
|
||
Subject:
|
||
</span>
|
||
<span class="email-subject" id="email-subject" aria-label="Email subject">1 selected item: 37591920 - PubMed</span>
|
||
<input type="hidden" name="email-subject" value="1 selected item: 37591920"/>
|
||
<input type="hidden" name="email-subject-hash" value="cfc90139aa6884b19e0dc8332fefd468276dc0dfedecbc12d5762602c54571c3"/>
|
||
</div>
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="email-to" class="action-panel-label required-field-asterisk">
|
||
To:
|
||
</label>
|
||
<input type="email" aria-label="Recipient Email Address" placeholder="email@example.com" id="email-to" class="email-to" pattern="^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+$" maxlength="100" required>
|
||
</div>
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="email-from" class="action-panel-label">
|
||
From:
|
||
</label>
|
||
<input type="email" aria-label="Sender Email Address" placeholder="email@example.com" id="email-from" class="email-from" pattern="^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+$" maxlength="256">
|
||
</div>
|
||
|
||
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="email-citation-format" class="action-panel-label">
|
||
Format:
|
||
</label>
|
||
<select id="email-citation-format" name="citation-format" class="action-panel-selector email-citation-format">
|
||
<option selected="selected" value="summary">Summary</option>
|
||
<option value="summary-text">Summary (text)</option>
|
||
<option value="abstract">Abstract</option>
|
||
<option value="abstract-text">Abstract (text)</option>
|
||
|
||
</select>
|
||
</div>
|
||
<div class="include-supplemental-container">
|
||
<input type="checkbox" aria-label="Include MeSH and other data" name="include-supplemental" id="email-include-supplemental" class="email-include-supplemental">
|
||
<label for="email-include-supplemental" class="email-include-supplemental-label">MeSH and other data</label>
|
||
</div>
|
||
|
||
|
||
|
||
<div class="form-field recaptcha ">
|
||
|
||
|
||
|
||
<div class="g-recaptcha" id="id-recaptcha" data-sitekey="6LfsWHMdAAAAAClKbtOpjQ2pMjgsGxvv7NdZW9uI"></div>
|
||
|
||
|
||
|
||
|
||
|
||
</div>
|
||
<div id="captcha-error-message" class="usa-input-error-message captcha-validation-message" role="alert"></div>
|
||
|
||
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Sending..."
|
||
data-ga-category="save_share"
|
||
data-ga-action="email"
|
||
data-ga-label="send">
|
||
Send email
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Email citations' panel"
|
||
ref="linksrc=close_email_panel"
|
||
aria-controls="email-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="email"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
<input type="hidden" name="email-search-details" value="" />
|
||
<input type="hidden" name="email-search-details-hash" value="0e42663a6c3bd85498fcb88798998fed7bfdc45d457db35281e41afe13cc0524" />
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
<div id="collections-action-panel"
|
||
class="collections-action-panel action-panel in-progress-dots-panel"
|
||
aria-hidden="true"
|
||
data-collections-open-panel-enabled="false"
|
||
data-collections-open-panel-url-hash="#open-collections-panel">
|
||
<div class="inner-wrap">
|
||
<h3 class="action-panel-heading">
|
||
Add to Collections
|
||
</h3>
|
||
|
||
|
||
<form id="collections-action-panel-form"
|
||
class="collections-action-panel-form action-panel-content action-form action-panel-smaller-selectors"
|
||
data-existing-collections-url="/list-existing-collections/"
|
||
data-add-to-existing-collection-url="/add-to-existing-collection/"
|
||
data-create-and-add-to-new-collection-url="/create-and-add-to-new-collection/"
|
||
data-get-article-ids-by-search-url="/get-article-ids-by-search/"
|
||
data-myncbi-max-collection-name-length="100"
|
||
data-add-to-collection-max-amount="1000"
|
||
data-collections-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="ZcO5emPZS03mrkMw7l81q82QB7BKMljRgZyaRcilsBQQlLSmKEL3Ugyu9bjWFWRb">
|
||
|
||
|
||
|
||
<div class="choice-group" role="radiogroup">
|
||
<ul class="radio-group-items">
|
||
<li>
|
||
<input type="radio"
|
||
id="collections-action-panel-new"
|
||
class="collections-new"
|
||
name="collections"
|
||
value="new"
|
||
data-ga-category="save_share"
|
||
data-ga-action="collections"
|
||
data-ga-label="collections_radio_new">
|
||
<label for="collections-action-panel-new">Create a new collection</label>
|
||
</li>
|
||
<li>
|
||
<input type="radio"
|
||
id="collections-action-panel-existing"
|
||
class="collections-existing"
|
||
name="collections"
|
||
value="existing"
|
||
checked="true"
|
||
data-ga-category="save_share"
|
||
data-ga-action="collections"
|
||
data-ga-label="collections_radio_existing">
|
||
<label for="collections-action-panel-existing">Add to an existing collection</label>
|
||
</li>
|
||
</ul>
|
||
</div>
|
||
|
||
<div class="controls-wrapper">
|
||
<div class="action-panel-control-wrap new-collections-controls">
|
||
<label for="collections-action-panel-add-to-new" class="action-panel-label required-field-asterisk">
|
||
Name your collection:
|
||
</label>
|
||
<input
|
||
type="text"
|
||
name="add-to-new-collection"
|
||
id="collections-action-panel-add-to-new"
|
||
class="collections-action-add-to-new"
|
||
pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/"
|
||
maxlength="100"
|
||
data-ga-category="save_share"
|
||
data-ga-action="create_collection"
|
||
data-ga-label="non_favorties_collection">
|
||
<div class="collections-new-name-too-long usa-input-error-message selection-validation-message">
|
||
Name must be less than 100 characters
|
||
</div>
|
||
</div>
|
||
<div class="action-panel-control-wrap existing-collections-controls">
|
||
<label for="collections-action-panel-add-to-existing" class="action-panel-label">
|
||
Choose a collection:
|
||
</label>
|
||
<select id="collections-action-panel-add-to-existing"
|
||
class="action-panel-selector collections-action-add-to-existing"
|
||
data-ga-category="save_share"
|
||
data-ga-action="select_collection"
|
||
data-ga-label="($('#collections-action-add-to-existing').val() === 'Favorites') ? 'Favorites' : 'non_favorites_collection'">
|
||
</select>
|
||
<div class="collections-retry-load-on-error usa-input-error-message selection-validation-message">
|
||
Unable to load your collection due to an error<br>
|
||
<a href="#">Please try again</a>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Adding..."
|
||
data-pinger-ignore
|
||
data-ga-category="save_share"
|
||
data-ga-action="collections"
|
||
data-ga-label="add">
|
||
Add
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Add to Collections' panel"
|
||
ref="linksrc=close_collections_panel"
|
||
aria-controls="collections-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="collections"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
<div id="bibliography-action-panel"
|
||
class="bibliography-action-panel action-panel in-progress-dots-panel"
|
||
aria-hidden="true"
|
||
data-bibliography-open-panel-enabled="false"
|
||
data-bibliography-open-panel-url-hash="#open-bibliography-panel">
|
||
<div class="inner-wrap">
|
||
<h3 class="action-panel-heading">
|
||
Add to My Bibliography
|
||
</h3>
|
||
<form id="bibliography-action-panel-form"
|
||
class="bibliography-action-panel-form action-panel-content action-form action-panel-smaller-selectors"
|
||
data-add-to-bibliography-max-amount="100"
|
||
data-add-to-bibliography-batch-size="10"
|
||
data-bibliography-delegates-url="/list-bibliography-delegates/"
|
||
data-add-to-bibliography-url="/add-to-bibliography/"
|
||
data-get-article-ids-by-search-url="/get-article-ids-by-search/"
|
||
data-mybib-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/mybibliography/">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="ZcO5emPZS03mrkMw7l81q82QB7BKMljRgZyaRcilsBQQlLSmKEL3Ugyu9bjWFWRb">
|
||
|
||
|
||
|
||
<div class="action-panel-control-wrap bibliographies-controls">
|
||
<div class="choice-group">
|
||
<ul class="bibliographies-action-add radio-group-items">
|
||
<li>
|
||
<input name="bibliography" id="my-bibliography" class="my-bibliography" type="radio" checked/>
|
||
<label for="my-bibliography">My Bibliography</label>
|
||
</li>
|
||
</ul>
|
||
</div>
|
||
</div>
|
||
|
||
<div class="bibliographies-retry-load-on-error usa-input-error-message selection-validation-message">
|
||
Unable to load your delegates due to an error<br>
|
||
<a href="#">Please try again</a>
|
||
</div>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Adding..."
|
||
data-pinger-ignore>
|
||
Add
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Add to bibliography' panel"
|
||
ref="linksrc=close_bibliography_panel"
|
||
aria-controls="bibliography-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="mybib"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
<div id="saved-search-action-panel" class="saved-search-action-panel action-panel " aria-hidden="true"
|
||
data-saved-search-open-panel-enabled="false"
|
||
data-saved-search-open-panel-url-hash="#open-saved-search-panel">
|
||
<div class="inner-wrap">
|
||
<h2 class="action-panel-heading">
|
||
Your saved search
|
||
</h2>
|
||
|
||
<form id="saved-search-action-panel-form"
|
||
class="saved-search-action-panel-form action-panel-content action-form"
|
||
data-create-saved-search-url="/create-saved-search/"
|
||
data-try-search-terms-url="/try-search-term/"
|
||
data-saved-search-root-url="https://www.ncbi.nlm.nih.gov/myncbi/searches/">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="ZcO5emPZS03mrkMw7l81q82QB7BKMljRgZyaRcilsBQQlLSmKEL3Ugyu9bjWFWRb">
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="saved-search-name" class="action-panel-label saved-search-name-label required-field-asterisk">
|
||
Name of saved search:
|
||
</label>
|
||
<input maxlength="200"
|
||
type="text"
|
||
name="saved-search-name"
|
||
id="saved-search-name"
|
||
class="saved-search-name"
|
||
value=""
|
||
required
|
||
pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/">
|
||
</div>
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="saved-search-term" class="action-panel-label required-field-asterisk">
|
||
Search terms:
|
||
</label>
|
||
<textarea name="saved-search-term" id="saved-search-term" class="saved-search-term" required></textarea>
|
||
</div>
|
||
<div class="test-search-term-wrap">
|
||
<a href="#" class="try-search-term">Test search terms</a>
|
||
</div>
|
||
<div class="choice-group action-panel-extra-margin-top">
|
||
<span class="action-panel-label" id="fieldset-label">
|
||
Would you like email updates of new search results?
|
||
</span>
|
||
<fieldset id="saved-search-alert" aria-describedby="fieldset-label">
|
||
<legend class="usa-sr-only">Saved Search Alert Radio Buttons</legend>
|
||
<ul class="radio-group-items">
|
||
<li>
|
||
<input type="radio" id="saved-search-alert-yes" class="saved-search-alert-yes" name="saved-search-alert" value="yes" checked>
|
||
<label for="saved-search-alert-yes" class="action-panel-label">Yes</label>
|
||
</li>
|
||
<li>
|
||
<input aria-label="No radio input" type="radio" id="saved-search-alert-no" class="saved-search-alert-no" name="saved-search-alert" value="no">
|
||
<label for="saved-search-alert-no" class="action-panel-label">No</label>
|
||
</li>
|
||
</ul>
|
||
</fieldset>
|
||
</div>
|
||
|
||
<div class="alert-schedule-wrap">
|
||
<div class="action-panel-control-wrap">
|
||
<label class="action-panel-label">
|
||
Email:
|
||
</label>
|
||
<span aria-label="Email address" id="saved-search-email" class="action-panel-label"><span class="action-panel-label-bold"></span> (<a class="myncbi-account-settings" href="https://www.ncbi.nlm.nih.gov/account/settings/">change</a>)</span>
|
||
</div>
|
||
<div class="action-panel-control-wrap action-panel-extra-margin-top">
|
||
<label for="saved-search-frequency" class="action-panel-label">
|
||
Frequency:
|
||
</label>
|
||
<select id="saved-search-frequency" class="no-border-panel-selector saved-search-frequency">
|
||
<option value="monthly">Monthly</option>
|
||
<option value="weekly">Weekly</option>
|
||
<option value="daily">Daily</option>
|
||
</select>
|
||
</div>
|
||
<div class="action-panel-control-wrap saved-search-monthly-additional">
|
||
<label for="saved-search-monthly-on-day" class="action-panel-label">
|
||
Which day?
|
||
</label>
|
||
<select id="saved-search-monthly-on-day" class="no-border-panel-selector">
|
||
<option value="Sunday">The first Sunday</option>
|
||
<option value="Monday">The first Monday</option>
|
||
<option value="Tuesday">The first Tuesday</option>
|
||
<option value="Wednesday">The first Wednesday</option>
|
||
<option value="Thursday">The first Thursday</option>
|
||
<option value="Friday">The first Friday</option>
|
||
<option value="Saturday">The first Saturday</option>
|
||
<option value="day">The first day</option>
|
||
<option value="weekday">The first weekday</option>
|
||
</select>
|
||
</div>
|
||
<div class="action-panel-control-wrap saved-search-weekly-additional">
|
||
<label for="saved-search-weekly-on-day" class="action-panel-label">
|
||
Which day?
|
||
</label>
|
||
<select id="saved-search-weekly-on-day" class="no-border-panel-selector saved-search-weekly-on-day">
|
||
<option value="Sunday">Sunday</option>
|
||
<option value="Monday">Monday</option>
|
||
<option value="Tuesday">Tuesday</option>
|
||
<option value="Wednesday">Wednesday</option>
|
||
<option value="Thursday">Thursday</option>
|
||
<option value="Friday">Friday</option>
|
||
<option value="Saturday">Saturday</option>
|
||
</select>
|
||
</div>
|
||
<div class="action-panel-control-wrap">
|
||
<label for="saved-search-report" class="action-panel-label">
|
||
Report format:
|
||
</label>
|
||
<select id="saved-search-report" class="no-border-panel-selector saved-search-report">
|
||
<option value="DocSum">Summary</option>
|
||
<option value="DocSumText">Summary (text)</option>
|
||
<option value="Abstract">Abstract</option>
|
||
<option value="AbstractText">Abstract (text)</option>
|
||
<option value="MEDLINE">PubMed</option>
|
||
</select>
|
||
</div>
|
||
<div class="action-panel-control-wrap">
|
||
<label for="saved-search-amount" class="action-panel-label">
|
||
Send at most:
|
||
</label>
|
||
<select id="saved-search-amount" class="no-border-panel-selector saved-search-amount">
|
||
<option value="1">1 item</option>
|
||
<option value="5" selected>5 items</option>
|
||
<option value="10">10 items</option>
|
||
<option value="20">20 items</option>
|
||
<option value="50">50 items</option>
|
||
<option value="100">100 items</option>
|
||
<option value="200">200 items</option>
|
||
</select>
|
||
</div>
|
||
<div>
|
||
<input type="checkbox" id="saved-search-send-if-no-result" class="saved-search-send-if-no-result" name="saved-search-send-if-no-result">
|
||
<label for="saved-search-send-if-no-result" class="action-panel-label smaller-checkbox">
|
||
Send even when there aren't any new results
|
||
</label>
|
||
</div>
|
||
<div class="action-panel-control-wrap option-text-in-email-wrap">
|
||
<label for="saved-search-email-text" class="action-panel-label">
|
||
Optional text in email:
|
||
</label>
|
||
<textarea name="saved-search-email-text"
|
||
id="saved-search-email-text"
|
||
class="saved-search-email-text"></textarea>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Saving..."
|
||
data-ga-category="save_share"
|
||
data-ga-action="alert"
|
||
data-ga-label="save">
|
||
Save
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Your saved search' panel"
|
||
ref="linksrc=close_saved_search_panel"
|
||
aria-controls="saved-search-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="alert"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
<div id="citation-manager-action-panel" class="citation-manager-action-panel action-panel" aria-hidden="true">
|
||
<div class="inner-wrap">
|
||
<h2 class="action-panel-heading">
|
||
Create a file for external citation management software
|
||
</h2>
|
||
<form id="citation-manager-action-panel-form"
|
||
class="action-panel-content action-form"
|
||
action="/results-export-ids/"
|
||
data-by-search-action="/results-export-search-data/"
|
||
data-by-ids-action="/results-export-ids/"
|
||
method="post"
|
||
data-by-search-method="post"
|
||
data-by-ids-method="post">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="ZcO5emPZS03mrkMw7l81q82QB7BKMljRgZyaRcilsBQQlLSmKEL3Ugyu9bjWFWRb">
|
||
|
||
|
||
|
||
<input name="results-format" type="hidden" value="pubmed"/>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Sending..."
|
||
data-ga-category="save_share"
|
||
data-ga-action="citation_manager"
|
||
data-ga-label="save">
|
||
Create file
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Send citations to citation manager' panel"
|
||
ref="linksrc=close_citation_manager_panel"
|
||
aria-controls="citation-manager-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="citation_manager"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
<div id="rss-action-panel" class="rss-action-panel action-panel " aria-hidden="true">
|
||
<div class="inner-wrap">
|
||
<h2 class="action-panel-heading">
|
||
Your RSS Feed
|
||
</h2>
|
||
|
||
<form id="rss-action-panel-form"
|
||
class="rss-action-panel-form action-panel-content action-form"
|
||
data-create-rss-feed-url="/create-rss-feed-url/"
|
||
data-search-form-term-value="">
|
||
|
||
<input type="hidden" name="csrfmiddlewaretoken" value="ZcO5emPZS03mrkMw7l81q82QB7BKMljRgZyaRcilsBQQlLSmKEL3Ugyu9bjWFWRb">
|
||
|
||
<div class="action-panel-control-wrap">
|
||
<label for="rss-name" class="action-panel-label required-field-asterisk">
|
||
Name of RSS Feed:
|
||
</label>
|
||
<input maxlength="200"
|
||
placeholder="Name"
|
||
type="text"
|
||
name="rss-name"
|
||
id="rss-name"
|
||
class="rss-name"
|
||
value=''
|
||
required
|
||
pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/">
|
||
</div>
|
||
|
||
<div class="rss-limit-wrap">
|
||
<div class="action-panel-control-wrap action-panel-extra-margin-top">
|
||
<label for="rss-limit" class="action-panel-label">
|
||
Number of items displayed:
|
||
</label>
|
||
<select id="rss-limit" class="no-border-panel-selector rss-limit">
|
||
<option value="5">5</option>
|
||
<option value="10">10</option>
|
||
<option value="15" selected="selected">15</option>
|
||
<option value="20">20</option>
|
||
<option value="50">50</option>
|
||
<option value="100">100</option>
|
||
</select>
|
||
</div>
|
||
</div>
|
||
|
||
<div class="action-panel-actions">
|
||
<button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Creating..."
|
||
data-ga-category="save_share"
|
||
data-ga-action="alert"
|
||
data-ga-label="save">
|
||
Create RSS
|
||
</button>
|
||
<button class="action-panel-cancel"
|
||
aria-label="Close 'Your RSS' panel"
|
||
ref="linksrc=close_rss_panel"
|
||
aria-controls="rss-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="save_share"
|
||
data-ga-action="alert"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button>
|
||
</div>
|
||
|
||
<div class="action-panel-control-wrap rss-link-copy-wrap">
|
||
<label for="rss-link" class="usa-sr-only">RSS Link</label>
|
||
<input placeholder="Your RSS Feed Link" type="text" name="rss-link" id="rss-link" class="rss-link" title="RSS Link">
|
||
<button
|
||
type="button"
|
||
disabled
|
||
class="rss-link-copy-button disabled"
|
||
data-ga-category="save_share"
|
||
data-ga-action="rss"
|
||
data-ga-label="copy">
|
||
Copy
|
||
</button>
|
||
</div>
|
||
</form>
|
||
</div>
|
||
</div>
|
||
|
||
</div>
|
||
</div>
|
||
|
||
<div class="article-page" id="article-page" data-article-pmid="37591920">
|
||
<aside class="page-sidebar">
|
||
<div class="inner-wrap">
|
||
|
||
<div class="full-text-links">
|
||
<div class="full-view">
|
||
<h3 class="title">
|
||
Full text links
|
||
</h3>
|
||
<div class="full-text-links-list">
|
||
<a class="link-item
|
||
|
||
dialog-focus"
|
||
href="https://doi.org/10.1038/s41598-023-40466-1"
|
||
target="_blank"
|
||
rel="noopener"
|
||
|
||
ref="linksrc=fulltextorjournal_fulltext&is_pmc=False&PrId=3094&itool=Abstract-def&log$=linkouticon&uid=37591920&db=pubmed&nlmid=101563288"
|
||
title="See full text options at Nature Publishing Group"
|
||
|
||
data-ga-category="full_text"
|
||
data-ga-action="Nature Publishing Group"
|
||
data-ga-label="37591920"
|
||
><img src="https://cdn.ncbi.nlm.nih.gov/corehtml/query/egifs/https:--www.nature.com-static-images-logos-nature-portfolio-120.png" alt="Nature Publishing Group full text link"><span class="text">
|
||
|
||
Nature Publishing Group
|
||
|
||
</span></a><a class="link-item
|
||
pmc
|
||
"
|
||
href="https://pmc.ncbi.nlm.nih.gov/articles/pmid/37591920/"
|
||
target="_blank"
|
||
rel="noopener"
|
||
|
||
ref="linksrc=fulltextorjournal_fulltext&is_pmc=True&PrId=3494&itool=Abstract-def&log$=linkouticon&uid=37591920&db=pubmed&nlmid=101563288"
|
||
title="Free full text at PubMed Central"
|
||
|
||
data-ga-category="full_text"
|
||
data-ga-action="PMC"
|
||
data-ga-label="37591920"
|
||
><span class="text">
|
||
|
||
Free PMC article
|
||
|
||
</span></a>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="short-view">
|
||
<a href="#" class="full-text-links-button full-text-links-dialog-trigger">
|
||
Full text links
|
||
</a>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
|
||
<div class="actions-buttons sidebar"><h3 class="title">Actions</h3><div class="inner-wrap"><button class="citation-button citation-dialog-trigger"
|
||
aria-label="Open dialog with citation text in different styles"
|
||
data-ga-category="save_share"
|
||
data-ga-action="cite"
|
||
data-ga-label="open"
|
||
data-all-citations-url="/37591920/citations/"
|
||
data-citation-style="nlm"
|
||
data-pubmed-format-link="/37591920/export/"><span class="button-label">Cite</span></button><link type="text/css" href="ncbi-overlay-block/src/overlay-block.css"><div class="collections-button-container" data-article-id="37591920" data-article-db="pubmed"><button class="collections-button collections-dialog-trigger"
|
||
aria-label="Save article in MyNCBI collections."
|
||
data-ga-category="collections_button"
|
||
data-ga-action="click"
|
||
data-ga-label="collections_button"
|
||
data-collections-open-dialog-enabled="false"
|
||
data-collections-open-dialog-url="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F37591920%2F%23open-collections-dialog"
|
||
data-in-collections="false"><span class="button-label">Collections</span></button><div class="overlay" role="dialog"><div id="collections-action-dialog"
|
||
class="dialog collections-dialog"
|
||
aria-hidden="true"><div class="title">Add to Collections</div><div class="collections-action-panel action-panel"><form id="collections-action-dialog-form"
|
||
class="collections-action-panel-form action-panel-content action-form action-panel-smaller-selectors"
|
||
data-existing-collections-url="/list-existing-collections/"
|
||
data-add-to-existing-collection-url="/add-to-existing-collection/"
|
||
data-create-and-add-to-new-collection-url="/create-and-add-to-new-collection/"
|
||
data-myncbi-max-collection-name-length="100"
|
||
data-collections-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/"><input type="hidden" name="csrfmiddlewaretoken" value="ZcO5emPZS03mrkMw7l81q82QB7BKMljRgZyaRcilsBQQlLSmKEL3Ugyu9bjWFWRb"><div class="choice-group" role="radiogroup"><ul class="radio-group-items"><li><input type="radio"
|
||
id="collections-action-dialog-new"
|
||
class="collections-new"
|
||
name="collections"
|
||
value="new"
|
||
data-ga-category="collections_button"
|
||
data-ga-action="click"
|
||
data-ga-label="collections_radio_new"><label for="collections-action-dialog-new">Create a new collection</label></li><li><input type="radio"
|
||
id="collections-action-dialog-existing"
|
||
class="collections-existing"
|
||
name="collections"
|
||
value="existing"
|
||
checked="true"
|
||
data-ga-category="collections_button"
|
||
data-ga-action="click"
|
||
data-ga-label="collections_radio_existing"><label for="collections-action-dialog-existing">Add to an existing collection</label></li></ul></div><div class="controls-wrapper"><div class="action-panel-control-wrap new-collections-controls"><label for="collections-action-dialog-add-to-new" class="action-panel-label required-field-asterisk">
|
||
Name your collection:
|
||
</label><input
|
||
type="text"
|
||
name="add-to-new-collection"
|
||
id="collections-action-dialog-add-to-new"
|
||
class="collections-action-add-to-new"
|
||
pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/"
|
||
maxlength="100"
|
||
data-ga-category="collections_button"
|
||
data-ga-action="create_collection"
|
||
data-ga-label="non_favorties_collection"><div class="collections-new-name-too-long usa-input-error-message selection-validation-message">
|
||
Name must be less than 100 characters
|
||
</div></div><div class="action-panel-control-wrap existing-collections-controls"><label for="collections-action-dialog-add-to-existing" class="action-panel-label">
|
||
Choose a collection:
|
||
</label><select id="collections-action-dialog-add-to-existing"
|
||
class="action-panel-selector collections-action-add-to-existing"
|
||
data-ga-category="collections_button"
|
||
data-ga-action="select_collection"
|
||
data-ga-label="($('.collections-action-add-to-existing').val() === 'Favorites') ? 'Favorites' : 'non_favorites_collection'"></select><div class="collections-retry-load-on-error usa-input-error-message selection-validation-message">
|
||
Unable to load your collection due to an error<br><a href="#">Please try again</a></div></div></div><div class="action-panel-actions"><button class="action-panel-submit"
|
||
type="submit"
|
||
data-loading-label="Adding..."
|
||
data-pinger-ignore
|
||
data-ga-category="collections_button"
|
||
data-ga-action="click"
|
||
data-ga-label="add">
|
||
Add
|
||
</button><button class="action-panel-cancel"
|
||
aria-label="Close 'Add to Collections' panel"
|
||
ref="linksrc=close_collections_panel"
|
||
aria-controls="collections-action-panel"
|
||
aria-expanded="false"
|
||
data-ga-category="collections_button"
|
||
data-ga-action="click"
|
||
data-ga-label="cancel">
|
||
Cancel
|
||
</button></div></form></div></div></div></div><button class="more-actions-button more-actions-dialog-trigger"
|
||
title="Open dialog with more actions to take"
|
||
ref="linksrc=more_actions_btn"></button><div class="display-options" data-format-key="format"
|
||
data-default-format-value="abstract"
|
||
data-current-format-value="abstract" role="region"><button
|
||
class="trigger usa-button"
|
||
title="Change format"
|
||
data-ga-category="display_options"
|
||
data-ga-action="display_options_dialog"><span class="button-label">Display options</span></button><div class="dropdown" hidden><div class="title">
|
||
Display options
|
||
</div><div class="content"><div class="format-container"><span class="option-label">
|
||
Format
|
||
</span><select name="format" data-initial-value="abstract" aria-label="Display format" id="sidebar-actions-display-format"><option value="abstract">Abstract</option><option value="pubmed">PubMed</option><option value="pmid">PMID</option></select></div></div></div></div></div></div>
|
||
|
||
<div class="social-sharing">
|
||
<h3 class="title">
|
||
Share
|
||
</h3>
|
||
<ul class="social-sharing-links usa-unstyled-list">
|
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Structure-based modeling of critical micelle concentration (CMC) of anionic surfactants in brine using intelligent methods
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Structure-based modeling of critical micelle concentration (CMC) of anionic surfactants in brine using intelligent methods
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Critical micelle concentration (CMC) is one of the main physico-chemical properties of surface-active agents, also known as surfactants, with diverse theoretical and industrial applications. It is influenced by basic parameters such as temperature, pH, salinity, and the chemical structure of surfactants. Most studies have only estimated CMC at fixed conditions based on the surfactant's chemical parameters. In the present study, we aimed to develop a set of novel and applicable models for estimating CMC of well-known anionic surfactants by considering both the molecular properties of surfactants and basic affecting factors such as salinity, pH, and temperature as modeling parameters. We employed the quantitative-structural property relationship technique to employ the molecular parameters of surfactant ions. We collected 488 CMC values from literature for 111 sodium-based anionic surfactants, including sulfate types, sulfonate, benzene sulfonate, sulfosuccinate, and polyoxyethylene sulfate. We computed 1410 optimized molecular descriptors for each surfactant using Dragon software to be utilized in the modelling processes. The enhanced replacement method was used for selecting the most effective descriptors for the CMC. A multivariate linear model and two non-linear models are the outputs of the present study. The non-linear models were produced using two robust machine learning approaches, stochastic gradient boosting (SGB) trees and genetic programming (GP). Statistical assessment showed highly applicable and acceptable accuracy of the newly developed models (R<sub>SGB</sub><sup>2</sup> = 0.999395 and R<sub>GP</sub><sup>2</sup> = 0.954946). The ultimate results showed the superiority and greater ability of the SGB method for making confident predictions.
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© 2023. Springer Nature Limited.
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<p xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:p1="http://pubmed.gov/pub-one">The authors certify that they have NO conflict over any financial interest or non-financial interest in the subject matter or materials discussed in this manuscript.</p>
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<meta itemprop="height" itemtype="http://schema.org/ImageObject" content="361">
|
||
|
||
|
||
<div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true">
|
||
|
||
<div class="caption-wrap">
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 3 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> The effects of learning rate… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
||
<div class="figure-caption-medium figure-caption-text" aria-hidden="true">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 3 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> The effects of learning rate on the performance of the SGB model for… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
<figcaption id="figure-caption-2" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
Figure 3
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents">The effects of learning rate on the performance of the SGB model for predicting CMC.</div>
|
||
|
||
|
||
|
||
|
||
</figcaption>
|
||
|
||
|
||
</figure>
|
||
|
||
<figure class="figure-item "
|
||
itemscope itemtype="http://schema.org/ImageObject"
|
||
itemprop="associatedMedia"
|
||
data-slide-index="3"
|
||
data-label-slug="figure-4">
|
||
<a class="figure-link"
|
||
href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/60874c6f0486/41598_2023_40466_Fig4_HTML.jpg"
|
||
itemprop="contentUrl"
|
||
aria-describedby="figure-caption-3"
|
||
role="button"
|
||
data-image-width="668"
|
||
data-image-height="444"
|
||
data-image-alt="Figure 4"
|
||
data-pmc-id="PMC10435457"
|
||
data-figure-id="Fig4">
|
||
<img class="figure-thumb" itemprop="thumbnail"
|
||
id="article-image-3"
|
||
src="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/3bc0b4bffec0/41598_2023_40466_Fig4_HTML.gif"
|
||
alt="Figure 4" />
|
||
</a>
|
||
|
||
<meta itemprop="width" itemtype="http://schema.org/ImageObject" content="668">
|
||
<meta itemprop="height" itemtype="http://schema.org/ImageObject" content="444">
|
||
|
||
|
||
<div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true">
|
||
|
||
<div class="caption-wrap">
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 4 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> Schematic of a simple GP… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
||
<div class="figure-caption-medium figure-caption-text" aria-hidden="true">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 4 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> Schematic of a simple GP gene including the operators: + , ^, ×… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
<figcaption id="figure-caption-3" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
Figure 4
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents">Schematic of a simple GP gene including the operators: + , ^, × , tanh.</div>
|
||
|
||
|
||
|
||
|
||
</figcaption>
|
||
|
||
|
||
</figure>
|
||
|
||
<figure class="figure-item "
|
||
itemscope itemtype="http://schema.org/ImageObject"
|
||
itemprop="associatedMedia"
|
||
data-slide-index="4"
|
||
data-label-slug="figure-5">
|
||
<a class="figure-link"
|
||
href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/b40ca3125068/41598_2023_40466_Fig5_HTML.jpg"
|
||
itemprop="contentUrl"
|
||
aria-describedby="figure-caption-4"
|
||
role="button"
|
||
data-image-width="667"
|
||
data-image-height="557"
|
||
data-image-alt="Figure 5"
|
||
data-pmc-id="PMC10435457"
|
||
data-figure-id="Fig5">
|
||
<img class="figure-thumb" itemprop="thumbnail"
|
||
id="article-image-4"
|
||
src="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/8abc20fb8732/41598_2023_40466_Fig5_HTML.gif"
|
||
alt="Figure 5" />
|
||
</a>
|
||
|
||
<meta itemprop="width" itemtype="http://schema.org/ImageObject" content="667">
|
||
<meta itemprop="height" itemtype="http://schema.org/ImageObject" content="557">
|
||
|
||
|
||
<div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true">
|
||
|
||
<div class="caption-wrap">
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 5 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> The result of y-randomization test… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
||
<div class="figure-caption-medium figure-caption-text" aria-hidden="true">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 5 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> The result of y-randomization test for multi-variable linear model of CMC. </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
<figcaption id="figure-caption-4" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
Figure 5
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents">The result of y-randomization test for multi-variable linear model of CMC.</div>
|
||
|
||
|
||
|
||
|
||
</figcaption>
|
||
|
||
|
||
</figure>
|
||
|
||
<figure class="figure-item "
|
||
itemscope itemtype="http://schema.org/ImageObject"
|
||
itemprop="associatedMedia"
|
||
data-slide-index="5"
|
||
data-label-slug="figure-6">
|
||
<a class="figure-link"
|
||
href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/59d260327273/41598_2023_40466_Fig6_HTML.jpg"
|
||
itemprop="contentUrl"
|
||
aria-describedby="figure-caption-5"
|
||
role="button"
|
||
data-image-width="668"
|
||
data-image-height="533"
|
||
data-image-alt="Figure 6"
|
||
data-pmc-id="PMC10435457"
|
||
data-figure-id="Fig6">
|
||
<img class="figure-thumb" itemprop="thumbnail"
|
||
id="article-image-5"
|
||
src="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/c11a95ee8ad3/41598_2023_40466_Fig6_HTML.gif"
|
||
alt="Figure 6" />
|
||
</a>
|
||
|
||
<meta itemprop="width" itemtype="http://schema.org/ImageObject" content="668">
|
||
<meta itemprop="height" itemtype="http://schema.org/ImageObject" content="533">
|
||
|
||
|
||
<div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true">
|
||
|
||
<div class="caption-wrap">
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 6 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> The estimated CMC versus experimental… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
||
<div class="figure-caption-medium figure-caption-text" aria-hidden="true">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 6 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> The estimated CMC versus experimental data for multivariate linear model over training and… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
<figcaption id="figure-caption-5" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
Figure 6
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents">The estimated CMC versus experimental data for multivariate linear model over training and test datasets.</div>
|
||
|
||
|
||
|
||
|
||
</figcaption>
|
||
|
||
|
||
</figure>
|
||
|
||
<figure class="figure-item tail"
|
||
itemscope itemtype="http://schema.org/ImageObject"
|
||
itemprop="associatedMedia"
|
||
data-slide-index="6"
|
||
data-label-slug="figure-7">
|
||
<a class="figure-link"
|
||
href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/17ac544ae770/41598_2023_40466_Fig7_HTML.jpg"
|
||
itemprop="contentUrl"
|
||
aria-describedby="figure-caption-6"
|
||
role="button"
|
||
data-image-width="668"
|
||
data-image-height="513"
|
||
data-image-alt="Figure 7"
|
||
data-pmc-id="PMC10435457"
|
||
data-figure-id="Fig7">
|
||
<img class="figure-thumb" itemprop="thumbnail"
|
||
id="article-image-6"
|
||
src="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/71bd7b4c58e3/41598_2023_40466_Fig7_HTML.gif"
|
||
alt="Figure 7" />
|
||
</a>
|
||
|
||
<meta itemprop="width" itemtype="http://schema.org/ImageObject" content="668">
|
||
<meta itemprop="height" itemtype="http://schema.org/ImageObject" content="513">
|
||
|
||
|
||
<div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true">
|
||
|
||
<div class="caption-wrap">
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 7 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> The estimated CMC versus experimental… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
||
<div class="figure-caption-medium figure-caption-text" aria-hidden="true">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 7 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> The estimated CMC versus experimental values for GP model over training and test… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
<figcaption id="figure-caption-6" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
Figure 7
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents">The estimated CMC versus experimental values for GP model over training and test datasets.</div>
|
||
|
||
|
||
|
||
|
||
</figcaption>
|
||
|
||
|
||
</figure>
|
||
|
||
<figure class="figure-item tail"
|
||
itemscope itemtype="http://schema.org/ImageObject"
|
||
itemprop="associatedMedia"
|
||
data-slide-index="7"
|
||
data-label-slug="figure-8">
|
||
<a class="figure-link"
|
||
href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/4205b307c15c/41598_2023_40466_Fig8_HTML.jpg"
|
||
itemprop="contentUrl"
|
||
aria-describedby="figure-caption-7"
|
||
role="button"
|
||
data-image-width="668"
|
||
data-image-height="507"
|
||
data-image-alt="Figure 8"
|
||
data-pmc-id="PMC10435457"
|
||
data-figure-id="Fig8">
|
||
<img class="figure-thumb" itemprop="thumbnail"
|
||
id="article-image-7"
|
||
src="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/1cf90aa2499f/41598_2023_40466_Fig8_HTML.gif"
|
||
alt="Figure 8" />
|
||
</a>
|
||
|
||
<meta itemprop="width" itemtype="http://schema.org/ImageObject" content="668">
|
||
<meta itemprop="height" itemtype="http://schema.org/ImageObject" content="507">
|
||
|
||
|
||
<div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true">
|
||
|
||
<div class="caption-wrap">
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 8 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> The estimated CMC versus experimental… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
||
<div class="figure-caption-medium figure-caption-text" aria-hidden="true">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 8 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> The estimated CMC versus experimental values for SGB model over training and test… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
<figcaption id="figure-caption-7" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
Figure 8
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents">The estimated CMC versus experimental values for SGB model over training and test datasets.</div>
|
||
|
||
|
||
|
||
|
||
</figcaption>
|
||
|
||
|
||
</figure>
|
||
|
||
<figure class="figure-item tail"
|
||
itemscope itemtype="http://schema.org/ImageObject"
|
||
itemprop="associatedMedia"
|
||
data-slide-index="8"
|
||
data-label-slug="figure-9">
|
||
<a class="figure-link"
|
||
href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/583abdcce98d/41598_2023_40466_Fig9_HTML.jpg"
|
||
itemprop="contentUrl"
|
||
aria-describedby="figure-caption-8"
|
||
role="button"
|
||
data-image-width="668"
|
||
data-image-height="492"
|
||
data-image-alt="Figure 9"
|
||
data-pmc-id="PMC10435457"
|
||
data-figure-id="Fig9">
|
||
<img class="figure-thumb" itemprop="thumbnail"
|
||
id="article-image-8"
|
||
src="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/fad703bb6a19/41598_2023_40466_Fig9_HTML.gif"
|
||
alt="Figure 9" />
|
||
</a>
|
||
|
||
<meta itemprop="width" itemtype="http://schema.org/ImageObject" content="668">
|
||
<meta itemprop="height" itemtype="http://schema.org/ImageObject" content="492">
|
||
|
||
|
||
<div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true">
|
||
|
||
<div class="caption-wrap">
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 9 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> Cumulative frequency of the new… </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
||
<div class="figure-caption-medium figure-caption-text" aria-hidden="true">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
<p> Figure 9 </p>
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents"><p> Cumulative frequency of the new developed models. </p></div>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
<figcaption id="figure-caption-8" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<strong class="figure-label">
|
||
Figure 9
|
||
</strong>
|
||
|
||
|
||
|
||
<div class="figure-caption-contents">Cumulative frequency of the new developed models.</div>
|
||
|
||
|
||
|
||
|
||
</figcaption>
|
||
|
||
|
||
</figure>
|
||
|
||
<figure class="figure-item tail"
|
||
itemscope itemtype="http://schema.org/ImageObject"
|
||
itemprop="associatedMedia"
|
||
data-slide-index="9"
|
||
data-label-slug="figure-10">
|
||
<a class="figure-link"
|
||
href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a945/10435457/f44e7a27e4f9/41598_2023_40466_Fig10_HTML.jpg"
|
||
itemprop="contentUrl"
|
||
aria-describedby="figure-caption-9"
|
||
role="button"
|
||
data-image-width="767"
|
||
data-image-height="549"
|
||
data-image-alt="Figure 10"
|
||
data-pmc-id="PMC10435457"
|
||
data-figure-id="Fig10">
|
||
<img class="figure-thumb" itemprop="thumbnail"
|
||
id="article-image-9"
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<div class="figure-caption-contents"><p> Absolute errors of data points… </p></div>
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<strong class="figure-label">
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<p> Figure 10 </p>
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<div class="figure-caption-contents"><p> Absolute errors of data points over all dataset for linear model (top), GP… </p></div>
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Figure 10
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<div class="figure-caption-contents">Absolute errors of data points over all dataset for linear model (top), GP model (middle) and SGB model (down). It is observed that the estimation accuracy has been increased from top to down.</div>
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<p> Figure 11 </p>
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<div class="figure-caption-contents"><p> Relative importance of independent variables… </p></div>
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<p> Figure 11 </p>
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<div class="figure-caption-contents"><p> Relative importance of independent variables on the CMC based on the SGB algorithm. </p></div>
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Figure 11
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<div class="figure-caption-contents">Relative importance of independent variables on the CMC based on the SGB algorithm.</div>
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